{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data gemeenteraadsverkiezingen 2022 Nederland\n",
    "\n",
    "Dit notebook is voor het verwerken van de data van de gemeenteraadsverkiezingen van 2022. Er zal hier stap voor stap door de data gelopen worden om het proces reproduceerbaar te maken voor latere verkiezingen. De eerste stap was de data ophalen van de bronnen, zowel de overheid als waar is mijn stemlokaal (voor geografische data van de stemlokalen). De bronnen gebruikt voor de data zijn voor de verkiezingen van 2022 is als volgt:\n",
    "\n",
    "- [Verkiezingsuitslagen Gemeenteraad 2022](https://data.overheid.nl/dataset/verkiezingsuitslagen-gemeenteraad-2022#panel-resources)\n",
    "  - [Directe link naar uitslagen per gemeente CSV](https://data.overheid.nl/sites/default/files/dataset/08b04bec-3332-4c76-bb0c-68bfaeb5df43/resources/GR2022_osv4-3_2022-03-24T15.33.zip)\n",
    "  - [Directe link naar kandidatenlijst met uitslagen CSV](https://data.overheid.nl/sites/default/files/dataset/08b04bec-3332-4c76-bb0c-68bfaeb5df43/resources/GR2022_alle-kandidaten_2022-02-22T08.34.csv)\n",
    "- [Waar is mijn stemlokaal stembureau data](https://waarismijnstemlokaal.nl/data)\n",
    "  - [Directe link naar waar is mijn stemlokaal gemeenteraad 2022 CSV (CKAN)](https://ckan.dataplatform.nl/datastore/dump/d6a1b4c4-73c8-457b-9b75-a38428bded68)\n",
    "  - [Verkiezingsuitslagen gemeenteraadsverkiezingen 2022 geodata (Volkskrant)](https://data.openstate.eu/dataset/verkiezingsuitslagen-gemeenteraadsverkiezingen-2022)\n",
    "    - [Directe link naar GEOJSON bestand](https://data.openstate.eu/dataset/a1767f1b-bf0c-409b-b3b1-3af9954b57f4/resource/413be255-5070-48f4-b631-895097976abb/download/2022gr.geo.json)\n",
    "- [CBS Wijk- en buurtkaart 2021](https://www.cbs.nl/nl-nl/dossier/nederland-regionaal/geografische-data/wijk-en-buurtkaart-2021)\n",
    "  - [Directe link naar zip bestand met SHP bestand er in](https://www.cbs.nl/-/media/cbs/dossiers/nederland-regionaal/wijk-en-buurtstatistieken/wijkbuurtkaart_2021_v1.zip)\n",
    "- [CBS bevolkingsdichtheid kaart](https://www.cbs.nl/nl-nl/dossier/nederland-regionaal/geografische-data/kaart-van-100-meter-bij-100-meter-met-statistieken)\n",
    "  - [Directe link naar 7z bestand met SHP bestand er in](https://www.cbs.nl/-/media/cbs/dossiers/nederland-regionaal/vierkanten/100/nl_vierkant_100meter_bij_100meter.7z)\n",
    "\n",
    "De eerste stap die we moeten maken is de data importeren voor de analyse, daarna kunnen we kijken hoe goed de data is, hoe we het aan kunnen vullen, en wat er mee te doen. De makkelijkste structuur die we vonden was het geojson bestand van open state en de Volkskrant, daar staan alle stembureaus al in een lijst, en we hebben een makkelijk framework om het te importeren; geopandas. We laden deze dan ook als eerste in."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lillian/.local/lib/python3.9/site-packages/fiona/collection.py:208: FeatureWarning: Empty field name at index 61\n",
      "  self._schema = self.session.get_schema()\n",
      "/home/lillian/anaconda3/lib/python3.9/site-packages/geopandas/geodataframe.py:600: UserWarning: Empty field name at index 61\n",
      "  for feature in features_lst:\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "\n",
    "crs = {'init':'EPSG:4326'}\n",
    "df_geojson = gpd.read_file(r'../data/2022gr.geo.json', crs=crs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We importeren nu de gemeente shapefile kaart van het CBS, om de overlay van onze stemlokalen eroverheen te kunnen doen. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "nl_map = gpd.read_file(r'../data/shape/Netherlands_shapefile/gemeente_2021_v1.shp')\n",
    "nl_map.to_crs(epsg=4326).plot()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ax = plt.subplots(figsize = (10,10))\n",
    "nl_map.to_crs(epsg=4326).plot(ax=ax, color='lightgrey')\n",
    "df_geojson.plot(ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We hebben hier een probleem dat sommige punten de coördinaten 0,0 hebben, dit is niet iets wat we willen weergeven. Laten we eerst kijken waarom dit het geval is in de data voordat we het er helemaal uithalen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stembureau                                                            32\n",
      "Adres                                                                   \n",
      "Locatie                                                             SB32\n",
      "description                               Stembureau Mobiel Stembureau 1\n",
      "Geldige stemmen                                                       99\n",
      "                                                       ...              \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                               NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                     NaN\n",
      "gewoon ge-DREVEN                                                     NaN\n",
      "VOOR Den Bosch Joep Gersjes                                          NaN\n",
      "geometry                                                     POINT (0 0)\n",
      "Name: 2520, Length: 973, dtype: object\n",
      "Stembureau                                                            33\n",
      "Adres                                                                   \n",
      "Locatie                                                             SB33\n",
      "description                               Stembureau Mobiel Stembureau 2\n",
      "Geldige stemmen                                                      115\n",
      "                                                       ...              \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                               NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                     NaN\n",
      "gewoon ge-DREVEN                                                     NaN\n",
      "VOOR Den Bosch Joep Gersjes                                          NaN\n",
      "geometry                                                     POINT (0 0)\n",
      "Name: 2521, Length: 973, dtype: object\n",
      "Stembureau                                                          157\n",
      "Adres                                                                  \n",
      "Locatie                                                           SB157\n",
      "description                               Stembureau Stembureau Stembus\n",
      "Geldige stemmen                                                      72\n",
      "                                                      ...              \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                              NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                    NaN\n",
      "gewoon ge-DREVEN                                                    NaN\n",
      "VOOR Den Bosch Joep Gersjes                                         NaN\n",
      "geometry                                                    POINT (0 0)\n",
      "Name: 2918, Length: 973, dtype: object\n",
      "Stembureau                                                                              171\n",
      "Adres                                                                                      \n",
      "Locatie                                                                               SB171\n",
      "description                               Stembureau Stembureau Stembureau op locatie al...\n",
      "Geldige stemmen                                                                         174\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 3579, Length: 973, dtype: object\n",
      "Stembureau                                                                              172\n",
      "Adres                                                                                      \n",
      "Locatie                                                                               SB172\n",
      "description                               Stembureau Stembureau Stembureau op locatie al...\n",
      "Geldige stemmen                                                                          66\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 3580, Length: 973, dtype: object\n",
      "Stembureau                                                                              173\n",
      "Adres                                                                                      \n",
      "Locatie                                                                               SB173\n",
      "description                               Stembureau Stembureau Stembureau op locatie al...\n",
      "Geldige stemmen                                                                         162\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 3581, Length: 973, dtype: object\n",
      "Stembureau                                                                              174\n",
      "Adres                                                                                      \n",
      "Locatie                                                                               SB174\n",
      "description                               Stembureau Stembureau Stembureau op locatie al...\n",
      "Geldige stemmen                                                                          65\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 3582, Length: 973, dtype: object\n",
      "Stembureau                                                                              175\n",
      "Adres                                                                                      \n",
      "Locatie                                                                               SB175\n",
      "description                               Stembureau Stembureau Stembureau op locatie al...\n",
      "Geldige stemmen                                                                         121\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 3583, Length: 973, dtype: object\n",
      "Stembureau                                                                               39\n",
      "Adres                                                                                      \n",
      "Locatie                                                                                SB39\n",
      "description                               Stembureau Mobiel stembureau met beperkte toeg...\n",
      "Geldige stemmen                                                                          56\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 5494, Length: 973, dtype: object\n",
      "Stembureau                                                                               34\n",
      "Adres                                                                                      \n",
      "Locatie                                                                                SB34\n",
      "description                               Stembureau Stembureau Mobiel stembureau verzor...\n",
      "Geldige stemmen                                                                         119\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 5784, Length: 973, dtype: object\n",
      "Stembureau                                                                               35\n",
      "Adres                                                                                      \n",
      "Locatie                                                                                SB35\n",
      "description                               Stembureau Stembureau Mobiel stembureau verzor...\n",
      "Geldige stemmen                                                                         151\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 5785, Length: 973, dtype: object\n",
      "Stembureau                                                                   11\n",
      "Adres                                                                          \n",
      "Locatie                                                                    SB11\n",
      "description                               Stembureau Mobiel stembureau Ommedijk\n",
      "Geldige stemmen                                                              14\n",
      "                                                          ...                  \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                      NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                            NaN\n",
      "gewoon ge-DREVEN                                                            NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                 NaN\n",
      "geometry                                                            POINT (0 0)\n",
      "Name: 6260, Length: 973, dtype: object\n",
      "Stembureau                                                                               12\n",
      "Adres                                                                                      \n",
      "Locatie                                                                                SB12\n",
      "description                               Stembureau Mobiel stembureau Van Alphenstaete ...\n",
      "Geldige stemmen                                                                          68\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 6261, Length: 973, dtype: object\n",
      "Stembureau                                                          70\n",
      "Adres                                                                 \n",
      "Locatie                                                           SB70\n",
      "description                               Stembureau Mobiel stembureau\n",
      "Geldige stemmen                                                     34\n",
      "                                                      ...             \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                   NaN\n",
      "gewoon ge-DREVEN                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                        NaN\n",
      "geometry                                                   POINT (0 0)\n",
      "Name: 6738, Length: 973, dtype: object\n",
      "Stembureau                                                          71\n",
      "Adres                                                                 \n",
      "Locatie                                                           SB71\n",
      "description                               Stembureau Mobiel stembureau\n",
      "Geldige stemmen                                                     43\n",
      "                                                      ...             \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                   NaN\n",
      "gewoon ge-DREVEN                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                        NaN\n",
      "geometry                                                   POINT (0 0)\n",
      "Name: 6739, Length: 973, dtype: object\n",
      "Stembureau                                                                    699\n",
      "Adres                                                                            \n",
      "Locatie                                                                     SB699\n",
      "description                               Stembureau Stembureau Mobiel stembureau\n",
      "Geldige stemmen                                                                59\n",
      "                                                           ...                   \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                        NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                              NaN\n",
      "gewoon ge-DREVEN                                                              NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                   NaN\n",
      "geometry                                                              POINT (0 0)\n",
      "Name: 6863, Length: 973, dtype: object\n",
      "Stembureau                                                         32\n",
      "Adres                                                                \n",
      "Locatie                                                          SB32\n",
      "description                               Stembureau Mobielstembureau\n",
      "Geldige stemmen                                                    63\n",
      "                                                     ...             \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                            NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                  NaN\n",
      "gewoon ge-DREVEN                                                  NaN\n",
      "VOOR Den Bosch Joep Gersjes                                       NaN\n",
      "geometry                                                  POINT (0 0)\n",
      "Name: 7348, Length: 973, dtype: object\n",
      "Stembureau                                                      90\n",
      "Adres                                                             \n",
      "Locatie                                                       SB90\n",
      "description                               Stembureau Roll and Vote\n",
      "Geldige stemmen                                                339\n",
      "                                                    ...           \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                         NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                               NaN\n",
      "gewoon ge-DREVEN                                               NaN\n",
      "VOOR Den Bosch Joep Gersjes                                    NaN\n",
      "geometry                                               POINT (0 0)\n",
      "Name: 7364, Length: 973, dtype: object\n",
      "Stembureau                                                          19\n",
      "Adres                                                                 \n",
      "Locatie                                                           SB19\n",
      "description                               Stembureau Mobiel stembureau\n",
      "Geldige stemmen                                                     77\n",
      "                                                      ...             \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                   NaN\n",
      "gewoon ge-DREVEN                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                        NaN\n",
      "geometry                                                   POINT (0 0)\n",
      "Name: 7857, Length: 973, dtype: object\n",
      "Stembureau                                                                           1428\n",
      "Adres                                                                                    \n",
      "Locatie                                                                            SB1428\n",
      "description                               Stembureau Drive-thru parkeerplaats Rusheuvel 1\n",
      "Geldige stemmen                                                                       163\n",
      "                                                               ...                       \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                      NaN\n",
      "gewoon ge-DREVEN                                                                      NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                           NaN\n",
      "geometry                                                                      POINT (0 0)\n",
      "Name: 7912, Length: 973, dtype: object\n",
      "Stembureau                                                                           1437\n",
      "Adres                                                                                    \n",
      "Locatie                                                                            SB1437\n",
      "description                               Stembureau Drive-thru parkeerplaats Rusheuvel 2\n",
      "Geldige stemmen                                                                       239\n",
      "                                                               ...                       \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                      NaN\n",
      "gewoon ge-DREVEN                                                                      NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                           NaN\n",
      "geometry                                                                      POINT (0 0)\n",
      "Name: 7913, Length: 973, dtype: object\n",
      "Stembureau                                                                           1528\n",
      "Adres                                                                                    \n",
      "Locatie                                                                            SB1528\n",
      "description                               Stembureau Drive-thru parkeerplaats Rusheuvel 1\n",
      "Geldige stemmen                                                                       323\n",
      "                                                               ...                       \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                      NaN\n",
      "gewoon ge-DREVEN                                                                      NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                           NaN\n",
      "geometry                                                                      POINT (0 0)\n",
      "Name: 7923, Length: 973, dtype: object\n",
      "Stembureau                                                                           1537\n",
      "Adres                                                                                    \n",
      "Locatie                                                                            SB1537\n",
      "description                               Stembureau Drive-thru parkeerplaats Rusheuvel 2\n",
      "Geldige stemmen                                                                       208\n",
      "                                                               ...                       \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                      NaN\n",
      "gewoon ge-DREVEN                                                                      NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                           NaN\n",
      "geometry                                                                      POINT (0 0)\n",
      "Name: 7924, Length: 973, dtype: object\n",
      "Stembureau                                                        1541\n",
      "Adres                                                                 \n",
      "Locatie                                                         SB1541\n",
      "description                               Stembureau Mobiel stembureau\n",
      "Geldige stemmen                                                    125\n",
      "                                                      ...             \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                   NaN\n",
      "gewoon ge-DREVEN                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                        NaN\n",
      "geometry                                                   POINT (0 0)\n",
      "Name: 7926, Length: 973, dtype: object\n",
      "Stembureau                                                            200\n",
      "Adres                                                                    \n",
      "Locatie                                                             SB200\n",
      "description                               Stembureau Mobiel stembureau Ma\n",
      "Geldige stemmen                                                        30\n",
      "                                                       ...               \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                      NaN\n",
      "gewoon ge-DREVEN                                                      NaN\n",
      "VOOR Den Bosch Joep Gersjes                                           NaN\n",
      "geometry                                                      POINT (0 0)\n",
      "Name: 7958, Length: 973, dtype: object\n",
      "Stembureau                                                            201\n",
      "Adres                                                                    \n",
      "Locatie                                                             SB201\n",
      "description                               Stembureau Mobiel stembureau Di\n",
      "Geldige stemmen                                                        30\n",
      "                                                       ...               \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                      NaN\n",
      "gewoon ge-DREVEN                                                      NaN\n",
      "VOOR Den Bosch Joep Gersjes                                           NaN\n",
      "geometry                                                      POINT (0 0)\n",
      "Name: 7959, Length: 973, dtype: object\n",
      "Stembureau                                                             202\n",
      "Adres                                                                     \n",
      "Locatie                                                              SB202\n",
      "description                               Stembureau Mobiel stembureau Woe\n",
      "Geldige stemmen                                                         44\n",
      "                                                        ...               \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                 NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                       NaN\n",
      "gewoon ge-DREVEN                                                       NaN\n",
      "VOOR Den Bosch Joep Gersjes                                            NaN\n",
      "geometry                                                       POINT (0 0)\n",
      "Name: 7960, Length: 973, dtype: object\n",
      "Stembureau                                                                               30\n",
      "Adres                                                                                      \n",
      "Locatie                                                                                SB30\n",
      "description                               Stembureau Stembureau voor de telling stembure...\n",
      "Geldige stemmen                                                                        2004\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 8108, Length: 973, dtype: object\n",
      "Stembureau                                                                               40\n",
      "Adres                                                                                      \n",
      "Locatie                                                                                SB40\n",
      "description                               Stembureau Stembureau voor de telling stembure...\n",
      "Geldige stemmen                                                                        2953\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 8109, Length: 973, dtype: object\n",
      "Stembureau                                                                             990\n",
      "Adres                                                                                     \n",
      "Locatie                                                                              SB990\n",
      "description                               Stembureau Mobiel stembureau (meerdere plaatsen)\n",
      "Geldige stemmen                                                                         47\n",
      "                                                                ...                       \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                 NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                       NaN\n",
      "gewoon ge-DREVEN                                                                       NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                            NaN\n",
      "geometry                                                                       POINT (0 0)\n",
      "Name: 8161, Length: 973, dtype: object\n",
      "Stembureau                                                                             991\n",
      "Adres                                                                                     \n",
      "Locatie                                                                              SB991\n",
      "description                               Stembureau Mobiel stembureau (meerdere plaatsen)\n",
      "Geldige stemmen                                                                         70\n",
      "                                                                ...                       \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                 NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                       NaN\n",
      "gewoon ge-DREVEN                                                                       NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                            NaN\n",
      "geometry                                                                       POINT (0 0)\n",
      "Name: 8162, Length: 973, dtype: object\n",
      "Stembureau                                                                             992\n",
      "Adres                                                                                     \n",
      "Locatie                                                                              SB992\n",
      "description                               Stembureau Mobiel stembureau (meerdere plaatsen)\n",
      "Geldige stemmen                                                                         39\n",
      "                                                                ...                       \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                 NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                       NaN\n",
      "gewoon ge-DREVEN                                                                       NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                            NaN\n",
      "geometry                                                                       POINT (0 0)\n",
      "Name: 8163, Length: 973, dtype: object\n",
      "Stembureau                                                                  17\n",
      "Adres                                                                         \n",
      "Locatie                                                                   SB17\n",
      "description                               Stembureau Mobiel Stembureau dinsdag\n",
      "Geldige stemmen                                                            115\n",
      "                                                          ...                 \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                     NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                           NaN\n",
      "gewoon ge-DREVEN                                                           NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                NaN\n",
      "geometry                                                           POINT (0 0)\n",
      "Name: 8318, Length: 973, dtype: object\n",
      "Stembureau                                                           228\n",
      "Adres                                                                   \n",
      "Locatie                                                            SB228\n",
      "description                               Stembureau Stembureau Drive-in\n",
      "Geldige stemmen                                                       80\n",
      "                                                       ...              \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                               NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                     NaN\n",
      "gewoon ge-DREVEN                                                     NaN\n",
      "VOOR Den Bosch Joep Gersjes                                          NaN\n",
      "geometry                                                     POINT (0 0)\n",
      "Name: 9093, Length: 973, dtype: object\n",
      "Stembureau                                                          30\n",
      "Adres                                                                 \n",
      "Locatie                                                           SB30\n",
      "description                               Stembureau Mobiel stembureau\n",
      "Geldige stemmen                                                     25\n",
      "                                                      ...             \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                   NaN\n",
      "gewoon ge-DREVEN                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                        NaN\n",
      "geometry                                                   POINT (0 0)\n",
      "Name: 9151, Length: 973, dtype: object\n",
      "Stembureau                                                          31\n",
      "Adres                                                                 \n",
      "Locatie                                                           SB31\n",
      "description                               Stembureau Mobiel stembureau\n",
      "Geldige stemmen                                                      8\n",
      "                                                      ...             \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                   NaN\n",
      "gewoon ge-DREVEN                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                        NaN\n",
      "geometry                                                   POINT (0 0)\n",
      "Name: 9152, Length: 973, dtype: object\n",
      "Stembureau                                                          32\n",
      "Adres                                                                 \n",
      "Locatie                                                           SB32\n",
      "description                               Stembureau Mobiel stembureau\n",
      "Geldige stemmen                                                     24\n",
      "                                                      ...             \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                   NaN\n",
      "gewoon ge-DREVEN                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                        NaN\n",
      "geometry                                                   POINT (0 0)\n",
      "Name: 9153, Length: 973, dtype: object\n",
      "Stembureau                                                                 76\n",
      "Adres                                                                        \n",
      "Locatie                                                                  SB76\n",
      "description                               Stembureau Rondvaartboot Toerist VI\n",
      "Geldige stemmen                                                           148\n",
      "                                                         ...                 \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                    NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                          NaN\n",
      "gewoon ge-DREVEN                                                          NaN\n",
      "VOOR Den Bosch Joep Gersjes                                               NaN\n",
      "geometry                                                          POINT (0 0)\n",
      "Name: 9661, Length: 973, dtype: object\n",
      "Stembureau                                                                               68\n",
      "Adres                                                                                      \n",
      "Locatie                                                                                SB68\n",
      "description                               Stembureau Drive Inn (evenemententerrein Het L...\n",
      "Geldige stemmen                                                                         285\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 9853, Length: 973, dtype: object\n",
      "Stembureau                                                          14\n",
      "Adres                                                                 \n",
      "Locatie                                                           SB14\n",
      "description                               Stembureau Mobiel Stembureau\n",
      "Geldige stemmen                                                     24\n",
      "                                                      ...             \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                   NaN\n",
      "gewoon ge-DREVEN                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                        NaN\n",
      "geometry                                                   POINT (0 0)\n",
      "Name: 10427, Length: 973, dtype: object\n",
      "Stembureau                                                          18\n",
      "Adres                                                                 \n",
      "Locatie                                                           SB18\n",
      "description                               Stembureau Mobiel stembureau\n",
      "Geldige stemmen                                                     50\n",
      "                                                      ...             \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                   NaN\n",
      "gewoon ge-DREVEN                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                        NaN\n",
      "geometry                                                   POINT (0 0)\n",
      "Name: 10431, Length: 973, dtype: object\n",
      "Stembureau                                                                          23\n",
      "Adres                                                                                 \n",
      "Locatie                                                                           SB23\n",
      "description                               Stembureau Stembureau Mobiel: Wkp Zout Veere\n",
      "Geldige stemmen                                                                     55\n",
      "                                                              ...                     \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                   NaN\n",
      "gewoon ge-DREVEN                                                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                        NaN\n",
      "geometry                                                                   POINT (0 0)\n",
      "Name: 10497, Length: 973, dtype: object\n",
      "Stembureau                                                                   24\n",
      "Adres                                                                          \n",
      "Locatie                                                                    SB24\n",
      "description                               Stembureau Stembureau Mobiel: Okp Dom\n",
      "Geldige stemmen                                                              35\n",
      "                                                          ...                  \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                      NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                            NaN\n",
      "gewoon ge-DREVEN                                                            NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                 NaN\n",
      "geometry                                                            POINT (0 0)\n",
      "Name: 10498, Length: 973, dtype: object\n",
      "Stembureau                                                            115\n",
      "Adres                                                                    \n",
      "Locatie                                                             SB115\n",
      "description                               Stembureau Tent Nijverheidslaan\n",
      "Geldige stemmen                                                       258\n",
      "                                                       ...               \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                      NaN\n",
      "gewoon ge-DREVEN                                                      NaN\n",
      "VOOR Den Bosch Joep Gersjes                                           NaN\n",
      "geometry                                                      POINT (0 0)\n",
      "Name: 10525, Length: 973, dtype: object\n",
      "Stembureau                                                            116\n",
      "Adres                                                                    \n",
      "Locatie                                                             SB116\n",
      "description                               Stembureau Tent Nijverheidslaan\n",
      "Geldige stemmen                                                       377\n",
      "                                                       ...               \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                      NaN\n",
      "gewoon ge-DREVEN                                                      NaN\n",
      "VOOR Den Bosch Joep Gersjes                                           NaN\n",
      "geometry                                                      POINT (0 0)\n",
      "Name: 10526, Length: 973, dtype: object\n",
      "Stembureau                                                                117\n",
      "Adres                                                                        \n",
      "Locatie                                                                 SB117\n",
      "description                               Stembureau Tent Peter Benenson park\n",
      "Geldige stemmen                                                           285\n",
      "                                                         ...                 \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                    NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                          NaN\n",
      "gewoon ge-DREVEN                                                          NaN\n",
      "VOOR Den Bosch Joep Gersjes                                               NaN\n",
      "geometry                                                          POINT (0 0)\n",
      "Name: 10527, Length: 973, dtype: object\n",
      "Stembureau                                                                118\n",
      "Adres                                                                        \n",
      "Locatie                                                                 SB118\n",
      "description                               Stembureau Tent Peter Benenson park\n",
      "Geldige stemmen                                                           329\n",
      "                                                         ...                 \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                    NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                          NaN\n",
      "gewoon ge-DREVEN                                                          NaN\n",
      "VOOR Den Bosch Joep Gersjes                                               NaN\n",
      "geometry                                                          POINT (0 0)\n",
      "Name: 10528, Length: 973, dtype: object\n",
      "Stembureau                                                                     310\n",
      "Adres                                                                             \n",
      "Locatie                                                                      SB310\n",
      "description                               Stembureau Mobiel Bijzonder stembureau 1\n",
      "Geldige stemmen                                                                 26\n",
      "                                                            ...                   \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                         NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                               NaN\n",
      "gewoon ge-DREVEN                                                               NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                    NaN\n",
      "geometry                                                               POINT (0 0)\n",
      "Name: 10623, Length: 973, dtype: object\n",
      "Stembureau                                                                     311\n",
      "Adres                                                                             \n",
      "Locatie                                                                      SB311\n",
      "description                               Stembureau Mobiel Bijzonder stembureau 2\n",
      "Geldige stemmen                                                                 55\n",
      "                                                            ...                   \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                         NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                               NaN\n",
      "gewoon ge-DREVEN                                                               NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                    NaN\n",
      "geometry                                                               POINT (0 0)\n",
      "Name: 10624, Length: 973, dtype: object\n",
      "Stembureau                                                            88\n",
      "Adres                                                                   \n",
      "Locatie                                                             SB88\n",
      "description                               Stembureau Mobiel stembureau 1\n",
      "Geldige stemmen                                                       78\n",
      "                                                       ...              \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                               NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                     NaN\n",
      "gewoon ge-DREVEN                                                     NaN\n",
      "VOOR Den Bosch Joep Gersjes                                          NaN\n",
      "geometry                                                     POINT (0 0)\n",
      "Name: 10894, Length: 973, dtype: object\n",
      "Stembureau                                                            89\n",
      "Adres                                                                   \n",
      "Locatie                                                             SB89\n",
      "description                               Stembureau Mobiel stembureau 2\n",
      "Geldige stemmen                                                       35\n",
      "                                                       ...              \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                               NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                     NaN\n",
      "gewoon ge-DREVEN                                                     NaN\n",
      "VOOR Den Bosch Joep Gersjes                                          NaN\n",
      "geometry                                                     POINT (0 0)\n",
      "Name: 10895, Length: 973, dtype: object\n",
      "Stembureau                                                                     31\n",
      "Adres                                                                            \n",
      "Locatie                                                                      SB31\n",
      "description                               Stembureau Stembureau Mobiel Stembureau\n",
      "Geldige stemmen                                                                32\n",
      "                                                           ...                   \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                        NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                              NaN\n",
      "gewoon ge-DREVEN                                                              NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                   NaN\n",
      "geometry                                                              POINT (0 0)\n",
      "Name: 11032, Length: 973, dtype: object\n",
      "Stembureau                                           0\n",
      "Adres                                                 \n",
      "Locatie                                            SB0\n",
      "description                               Stembureau -\n",
      "Geldige stemmen                                      0\n",
      "                                              ...     \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie             NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                   NaN\n",
      "gewoon ge-DREVEN                                   NaN\n",
      "VOOR Den Bosch Joep Gersjes                        NaN\n",
      "geometry                                   POINT (0 0)\n",
      "Name: 11101, Length: 973, dtype: object\n",
      "Stembureau                                                                              132\n",
      "Adres                                                                                      \n",
      "Locatie                                                                               SB132\n",
      "description                               Stembureau Stembureau IJsselhallen drive thoug...\n",
      "Geldige stemmen                                                                          52\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 12038, Length: 973, dtype: object\n",
      "Stembureau                                                                              133\n",
      "Adres                                                                                      \n",
      "Locatie                                                                               SB133\n",
      "description                               Stembureau Stembureau IJsselhallen drive throu...\n",
      "Geldige stemmen                                                                          48\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 12039, Length: 973, dtype: object\n",
      "Stembureau                                                                              232\n",
      "Adres                                                                                      \n",
      "Locatie                                                                               SB232\n",
      "description                               Stembureau Stembureau IJsselhallen drive thoug...\n",
      "Geldige stemmen                                                                         113\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 12053, Length: 973, dtype: object\n",
      "Stembureau                                                                              233\n",
      "Adres                                                                                      \n",
      "Locatie                                                                               SB233\n",
      "description                               Stembureau Stembureau IJsselhallen drive throu...\n",
      "Geldige stemmen                                                                          73\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        NaN\n",
      "gewoon ge-DREVEN                                                                        NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                             NaN\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 12054, Length: 973, dtype: object\n",
      "Stembureau                                                                      358\n",
      "Adres                                                                              \n",
      "Locatie                                                                       SB358\n",
      "description                               Stembureau Stembureau Mobiel stembureau 1\n",
      "Geldige stemmen                                                                  70\n",
      "                                                            ...                    \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                          NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                NaN\n",
      "gewoon ge-DREVEN                                                                NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                     NaN\n",
      "geometry                                                                POINT (0 0)\n",
      "Name: 12118, Length: 973, dtype: object\n",
      "Stembureau                                                                      359\n",
      "Adres                                                                              \n",
      "Locatie                                                                       SB359\n",
      "description                               Stembureau Stembureau Mobiel stembureau 2\n",
      "Geldige stemmen                                                                 169\n",
      "                                                            ...                    \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                          NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                NaN\n",
      "gewoon ge-DREVEN                                                                NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                     NaN\n",
      "geometry                                                                POINT (0 0)\n",
      "Name: 12119, Length: 973, dtype: object\n",
      "Stembureau                                                                      360\n",
      "Adres                                                                              \n",
      "Locatie                                                                       SB360\n",
      "description                               Stembureau Stembureau Mobiel stembureau 3\n",
      "Geldige stemmen                                                                  89\n",
      "                                                            ...                    \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                          NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                NaN\n",
      "gewoon ge-DREVEN                                                                NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                     NaN\n",
      "geometry                                                                POINT (0 0)\n",
      "Name: 12120, Length: 973, dtype: object\n",
      "Stembureau                                                                      361\n",
      "Adres                                                                              \n",
      "Locatie                                                                       SB361\n",
      "description                               Stembureau Stembureau Mobiel stembureau 4\n",
      "Geldige stemmen                                                                  36\n",
      "                                                            ...                    \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                          NaN\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                NaN\n",
      "gewoon ge-DREVEN                                                                NaN\n",
      "VOOR Den Bosch Joep Gersjes                                                     NaN\n",
      "geometry                                                                POINT (0 0)\n",
      "Name: 12121, Length: 973, dtype: object\n",
      "Stembureau                                                                              114\n",
      "Adres                                                                                      \n",
      "Locatie                                                                               SB114\n",
      "description                               Stembureau Stembureau Mobiel stembureau (beper...\n",
      "Geldige stemmen                                                                         109\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                 11.0\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        8.0\n",
      "gewoon ge-DREVEN                                                                        0.0\n",
      "VOOR Den Bosch Joep Gersjes                                                             1.0\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 12504, Length: 973, dtype: object\n",
      "Stembureau                                                                              115\n",
      "Adres                                                                                      \n",
      "Locatie                                                                               SB115\n",
      "description                               Stembureau Stembureau Mobiel Stembureau (beper...\n",
      "Geldige stemmen                                                                          80\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  9.0\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        5.0\n",
      "gewoon ge-DREVEN                                                                        0.0\n",
      "VOOR Den Bosch Joep Gersjes                                                             3.0\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 12505, Length: 973, dtype: object\n",
      "Stembureau                                                                              116\n",
      "Adres                                                                                      \n",
      "Locatie                                                                               SB116\n",
      "description                               Stembureau Stembureau Mobiel Stembureau (beper...\n",
      "Geldige stemmen                                                                         119\n",
      "                                                                ...                        \n",
      "\"Leefbaar 's-Hertogenbosch\" Paul Kagie                                                  3.0\n",
      "RAADSGROEPERING ''BOSCH-BELANG''                                                        3.0\n",
      "gewoon ge-DREVEN                                                                       20.0\n",
      "VOOR Den Bosch Joep Gersjes                                                             3.0\n",
      "geometry                                                                        POINT (0 0)\n",
      "Name: 12506, Length: 973, dtype: object\n"
     ]
    }
   ],
   "source": [
    "for index, row in df_geojson.iterrows():\n",
    "    if (row.geometry.centroid.x == 0.00000):\n",
    "        print(row)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Het zijn dus duidelijk allemaal mobiele stembureaus, die kunnen we in een aparte dataset houden voor later, voor nu zijn ze onbelangrijk voor de kaartweergave, laten we de dataset dus opsplitsen in drie dataframes, de originele, één frame zonder de mobiele stembureaus, en de mobiele stembureaus alleen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_39610/291552514.py:3: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  mobiel_mask = df_geojson['geometry'].centroid.x == 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2520\n",
      "2521\n",
      "2918\n",
      "3579\n",
      "3580\n",
      "3581\n",
      "3582\n",
      "3583\n",
      "5494\n",
      "5784\n",
      "5785\n",
      "6260\n",
      "6261\n",
      "6738\n",
      "6739\n",
      "6863\n",
      "7348\n",
      "7364\n",
      "7857\n",
      "7912\n",
      "7913\n",
      "7923\n",
      "7924\n",
      "7926\n",
      "7958\n",
      "7959\n",
      "7960\n",
      "8108\n",
      "8109\n",
      "8161\n",
      "8162\n",
      "8163\n",
      "8318\n",
      "9093\n",
      "9151\n",
      "9152\n",
      "9153\n",
      "9661\n",
      "9853\n",
      "10427\n",
      "10431\n",
      "10497\n",
      "10498\n",
      "10525\n",
      "10526\n",
      "10527\n",
      "10528\n",
      "10623\n",
      "10624\n",
      "10894\n",
      "10895\n",
      "11032\n",
      "11101\n",
      "12038\n",
      "12039\n",
      "12053\n",
      "12054\n",
      "12118\n",
      "12119\n",
      "12120\n",
      "12121\n",
      "12504\n",
      "12505\n",
      "12506\n"
     ]
    }
   ],
   "source": [
    "#de waarschuwing over de projectie die niet klopt kan genegeerd worden, we zoeken naar data die x = 0 is, de projectie gaat geen effect hebben op die data in Nederland\n",
    "#filter de data en print welke waardes 0 hebben op x\n",
    "mobiel_mask = df_geojson['geometry'].centroid.x == 0\n",
    "i = 0\n",
    "for item in mobiel_mask:\n",
    "    if item:\n",
    "        print(i)\n",
    "    i = i + 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Stembureau   Adres Locatie  \\\n",
      "0               1  9461BH     SB1   \n",
      "1               2  9461DA     SB2   \n",
      "2               3  9461JA     SB3   \n",
      "3               4  9451KD     SB4   \n",
      "4               6  9454PL     SB6   \n",
      "...           ...     ...     ...   \n",
      "12591         703  5391AR   SB703   \n",
      "12592         705  5391AR   SB705   \n",
      "12593         750  5382KE   SB750   \n",
      "12594         751  5382KE   SB751   \n",
      "12595         752  5283KE   SB752   \n",
      "\n",
      "                                             description  Geldige stemmen  \\\n",
      "0      Stembureau Gemeentehuis Gieten (postcode: 9461...              784   \n",
      "1              Stembureau OBS Gieten (postcode: 9461 DA)              562   \n",
      "2      Stembureau Zorgcentrum Dekelhem (postcode: 946...              566   \n",
      "3      Stembureau Ontmoetingscentrum Boerhorn Rolde (...             1495   \n",
      "4      Stembureau Dropshuis de Eekhof (postcode: 9454...              347   \n",
      "...                                                  ...              ...   \n",
      "12591  Stembureau Stembureau Gemeenschapshuis de Meen...              268   \n",
      "12592  Stembureau Stembureau Gemeenschapshuis De Meen...              398   \n",
      "12593  Stembureau Stembureau Gemeenschapshuis 't Zijl...              663   \n",
      "12594  Stembureau Stembureau Gemeenschapshuis 't Zijl...              170   \n",
      "12595  Stembureau Stembureau Gemeenschapshuis 't Zijl...              222   \n",
      "\n",
      "       Opgeroepen  Ongeldig  Blanco  Geldige stempassen  \\\n",
      "0            2780         3       3                 700   \n",
      "1            1396         0       0                 518   \n",
      "2            1409         2       2                 516   \n",
      "3            2209         2       4                1335   \n",
      "4             477         0       2                 298   \n",
      "...           ...       ...     ...                 ...   \n",
      "12591           0         0       1                 237   \n",
      "12592           0         1       0                 359   \n",
      "12593        2321         2       0                 552   \n",
      "12594           0         0       0                 151   \n",
      "12595           0         0       0                 193   \n",
      "\n",
      "       Geldige volmachtbewijzen  ...  \\\n",
      "0                            90  ...   \n",
      "1                            44  ...   \n",
      "2                            54  ...   \n",
      "3                           166  ...   \n",
      "4                            51  ...   \n",
      "...                         ...  ...   \n",
      "12591                        32  ...   \n",
      "12592                        40  ...   \n",
      "12593                       113  ...   \n",
      "12594                        19  ...   \n",
      "12595                        29  ...   \n",
      "\n",
      "       Nationale Bond tegen Overheidszaken - DH  Haags Belang  INL Den Haag  \\\n",
      "0                                           NaN           NaN           NaN   \n",
      "1                                           NaN           NaN           NaN   \n",
      "2                                           NaN           NaN           NaN   \n",
      "3                                           NaN           NaN           NaN   \n",
      "4                                           NaN           NaN           NaN   \n",
      "...                                         ...           ...           ...   \n",
      "12591                                       NaN           NaN           NaN   \n",
      "12592                                       NaN           NaN           NaN   \n",
      "12593                                       NaN           NaN           NaN   \n",
      "12594                                       NaN           NaN           NaN   \n",
      "12595                                       NaN           NaN           NaN   \n",
      "\n",
      "       Rosmalens Belang  De Bossche Groenen  \\\n",
      "0                   NaN                 NaN   \n",
      "1                   NaN                 NaN   \n",
      "2                   NaN                 NaN   \n",
      "3                   NaN                 NaN   \n",
      "4                   NaN                 NaN   \n",
      "...                 ...                 ...   \n",
      "12591             105.0                 2.0   \n",
      "12592             174.0                 6.0   \n",
      "12593              47.0                19.0   \n",
      "12594               8.0                11.0   \n",
      "12595              10.0                 2.0   \n",
      "\n",
      "       \"Leefbaar 's-Hertogenbosch\" Paul Kagie  \\\n",
      "0                                         NaN   \n",
      "1                                         NaN   \n",
      "2                                         NaN   \n",
      "3                                         NaN   \n",
      "4                                         NaN   \n",
      "...                                       ...   \n",
      "12591                                     6.0   \n",
      "12592                                     2.0   \n",
      "12593                                    53.0   \n",
      "12594                                    13.0   \n",
      "12595                                    22.0   \n",
      "\n",
      "       RAADSGROEPERING ''BOSCH-BELANG''  gewoon ge-DREVEN  \\\n",
      "0                                   NaN               NaN   \n",
      "1                                   NaN               NaN   \n",
      "2                                   NaN               NaN   \n",
      "3                                   NaN               NaN   \n",
      "4                                   NaN               NaN   \n",
      "...                                 ...               ...   \n",
      "12591                               0.0              33.0   \n",
      "12592                               3.0              31.0   \n",
      "12593                               2.0              62.0   \n",
      "12594                               1.0              22.0   \n",
      "12595                               2.0              28.0   \n",
      "\n",
      "       VOOR Den Bosch Joep Gersjes                  geometry  \n",
      "0                              NaN  POINT (6.75899 53.00524)  \n",
      "1                              NaN  POINT (6.75990 52.99975)  \n",
      "2                              NaN  POINT (6.76600 53.00494)  \n",
      "3                              NaN  POINT (6.64736 52.98281)  \n",
      "4                              NaN  POINT (6.60459 52.95269)  \n",
      "...                            ...                       ...  \n",
      "12591                          0.0  POINT (5.43290 51.72810)  \n",
      "12592                          2.0  POINT (5.43290 51.72810)  \n",
      "12593                          5.0  POINT (5.45919 51.70595)  \n",
      "12594                          1.0  POINT (5.45919 51.70595)  \n",
      "12595                          0.0  POINT (5.45919 51.70595)  \n",
      "\n",
      "[12532 rows x 973 columns]\n",
      "       Stembureau Adres Locatie  \\\n",
      "2520           32          SB32   \n",
      "2521           33          SB33   \n",
      "2918          157         SB157   \n",
      "3579          171         SB171   \n",
      "3580          172         SB172   \n",
      "...           ...   ...     ...   \n",
      "12120         360         SB360   \n",
      "12121         361         SB361   \n",
      "12504         114         SB114   \n",
      "12505         115         SB115   \n",
      "12506         116         SB116   \n",
      "\n",
      "                                             description  Geldige stemmen  \\\n",
      "2520                      Stembureau Mobiel Stembureau 1               99   \n",
      "2521                      Stembureau Mobiel Stembureau 2              115   \n",
      "2918                       Stembureau Stembureau Stembus               72   \n",
      "3579   Stembureau Stembureau Stembureau op locatie al...              174   \n",
      "3580   Stembureau Stembureau Stembureau op locatie al...               66   \n",
      "...                                                  ...              ...   \n",
      "12120          Stembureau Stembureau Mobiel stembureau 3               89   \n",
      "12121          Stembureau Stembureau Mobiel stembureau 4               36   \n",
      "12504  Stembureau Stembureau Mobiel stembureau (beper...              109   \n",
      "12505  Stembureau Stembureau Mobiel Stembureau (beper...               80   \n",
      "12506  Stembureau Stembureau Mobiel Stembureau (beper...              119   \n",
      "\n",
      "       Opgeroepen  Ongeldig  Blanco  Geldige stempassen  \\\n",
      "2520            0         0       0                  98   \n",
      "2521            0         1       0                 112   \n",
      "2918            0         1       1                  69   \n",
      "3579            1         1       1                 174   \n",
      "3580            1         0       0                  63   \n",
      "...           ...       ...     ...                 ...   \n",
      "12120         204         0       0                  85   \n",
      "12121         205         0       0                  34   \n",
      "12504           0         1       0                 107   \n",
      "12505           0         0       0                  79   \n",
      "12506           0         0       0                 109   \n",
      "\n",
      "       Geldige volmachtbewijzen  ...  \\\n",
      "2520                          1  ...   \n",
      "2521                          4  ...   \n",
      "2918                          5  ...   \n",
      "3579                          3  ...   \n",
      "3580                          3  ...   \n",
      "...                         ...  ...   \n",
      "12120                         4  ...   \n",
      "12121                         2  ...   \n",
      "12504                         3  ...   \n",
      "12505                         2  ...   \n",
      "12506                        10  ...   \n",
      "\n",
      "       Nationale Bond tegen Overheidszaken - DH  Haags Belang  INL Den Haag  \\\n",
      "2520                                        NaN           NaN           NaN   \n",
      "2521                                        NaN           NaN           NaN   \n",
      "2918                                        NaN           NaN           NaN   \n",
      "3579                                        NaN           NaN           NaN   \n",
      "3580                                        NaN           NaN           NaN   \n",
      "...                                         ...           ...           ...   \n",
      "12120                                       NaN           NaN           NaN   \n",
      "12121                                       NaN           NaN           NaN   \n",
      "12504                                       NaN           NaN           NaN   \n",
      "12505                                       NaN           NaN           NaN   \n",
      "12506                                       NaN           NaN           NaN   \n",
      "\n",
      "       Rosmalens Belang  De Bossche Groenen  \\\n",
      "2520                NaN                 NaN   \n",
      "2521                NaN                 NaN   \n",
      "2918                NaN                 NaN   \n",
      "3579                NaN                 NaN   \n",
      "3580                NaN                 NaN   \n",
      "...                 ...                 ...   \n",
      "12120               NaN                 NaN   \n",
      "12121               NaN                 NaN   \n",
      "12504               0.0                 2.0   \n",
      "12505               0.0                 4.0   \n",
      "12506              15.0                 0.0   \n",
      "\n",
      "       \"Leefbaar 's-Hertogenbosch\" Paul Kagie  \\\n",
      "2520                                      NaN   \n",
      "2521                                      NaN   \n",
      "2918                                      NaN   \n",
      "3579                                      NaN   \n",
      "3580                                      NaN   \n",
      "...                                       ...   \n",
      "12120                                     NaN   \n",
      "12121                                     NaN   \n",
      "12504                                    11.0   \n",
      "12505                                     9.0   \n",
      "12506                                     3.0   \n",
      "\n",
      "       RAADSGROEPERING ''BOSCH-BELANG''  gewoon ge-DREVEN  \\\n",
      "2520                                NaN               NaN   \n",
      "2521                                NaN               NaN   \n",
      "2918                                NaN               NaN   \n",
      "3579                                NaN               NaN   \n",
      "3580                                NaN               NaN   \n",
      "...                                 ...               ...   \n",
      "12120                               NaN               NaN   \n",
      "12121                               NaN               NaN   \n",
      "12504                               8.0               0.0   \n",
      "12505                               5.0               0.0   \n",
      "12506                               3.0              20.0   \n",
      "\n",
      "       VOOR Den Bosch Joep Gersjes                 geometry  \n",
      "2520                           NaN  POINT (0.00000 0.00000)  \n",
      "2521                           NaN  POINT (0.00000 0.00000)  \n",
      "2918                           NaN  POINT (0.00000 0.00000)  \n",
      "3579                           NaN  POINT (0.00000 0.00000)  \n",
      "3580                           NaN  POINT (0.00000 0.00000)  \n",
      "...                            ...                      ...  \n",
      "12120                          NaN  POINT (0.00000 0.00000)  \n",
      "12121                          NaN  POINT (0.00000 0.00000)  \n",
      "12504                          1.0  POINT (0.00000 0.00000)  \n",
      "12505                          3.0  POINT (0.00000 0.00000)  \n",
      "12506                          3.0  POINT (0.00000 0.00000)  \n",
      "\n",
      "[64 rows x 973 columns]\n"
     ]
    }
   ],
   "source": [
    "df_geojson_clean = df_geojson[~mobiel_mask]\n",
    "df_geojson_mobiel = df_geojson[mobiel_mask]\n",
    "print(df_geojson_mobiel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (10,10))\n",
    "nl_map.to_crs(epsg=4326).plot(ax=ax, color='lightgrey')\n",
    "df_geojson_clean.plot(ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nu we een mooie kaart hebben van nederland met de stemlokalen erop, kunnen we gaan kijken naar hoe dit verhoud met de bevolkingsdichtheid als eerste voorbeeld. De kaart is opgehaald van het CBS, eerst gaan we kijken hoe de kaart er op zichzelf met dezelfde projectie uitziet."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "nl_map_dst = gpd.read_file(r'../data/shape/Netherlands_shapefile/NL_vierkant100m.shp')\n",
    "nl_map_dst.to_crs(epsg=4326).plot(color = green)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         C28992R100                                           geometry\n",
      "0        E2266N6194  POLYGON ((226600.000 619400.000, 226600.000 61...\n",
      "1        E2267N6194  POLYGON ((226700.000 619500.000, 226800.000 61...\n",
      "2        E2268N6194  POLYGON ((226800.000 619500.000, 226900.000 61...\n",
      "3        E2269N6194  POLYGON ((226900.000 619500.000, 227000.000 61...\n",
      "4        E2270N6194  POLYGON ((227000.000 619500.000, 227100.000 61...\n",
      "...             ...                                                ...\n",
      "3723283  E1927N3068  POLYGON ((192700.000 306900.000, 192800.000 30...\n",
      "3723284  E1921N3067  POLYGON ((192100.000 306800.000, 192200.000 30...\n",
      "3723285  E1922N3067  POLYGON ((192200.000 306800.000, 192300.000 30...\n",
      "3723286  E1923N3067  POLYGON ((192300.000 306800.000, 192400.000 30...\n",
      "3723287  E1924N3067  POLYGON ((192400.000 306800.000, 192500.000 30...\n",
      "\n",
      "[3723288 rows x 2 columns]\n"
     ]
    }
   ],
   "source": [
    "print(nl_map_dst)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_wims = pd.read_csv(r'../data/wims.csv')\n",
    "print(df_wims)\n",
    "dfwims."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#de eerste vijf rijen zijn meta-data en kunnen we gerust weghalen voor nu \n",
    "df_gr_gr = pd.read_csv(r'../data/stemmen/01_Groningen/osv4-3_telling_gr2022_groningen.csv', skiprows=5, header=None, delimiter=';')\n",
    "print(df_gr_gr)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "De data is heel gecompliceerd, dus we moeten het bruikbaar maken in pandas. Met hoe de data eruit ziet in een CSV in libre office willen we een constructie maken van de verschillende onderdelen. We hebben de data van de stemlokalen apart al, die kunnen we dus negeren. We willen de data van de lijsten apart hebben. "
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "3d1ccb9efb47efc90847d5703ae4e5663eea6663e461c6dfd943b50a653adc65"
  },
  "kernelspec": {
   "display_name": "Python 3.9.7 ('base')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.11"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}